Techniques of solution of partial differential equations. Separation of the variables. Orthogonality and characteristic functions, nonhomogeneous boundary value problems. Solutions in orthogonal curvilinear coordinate systems. Applications of Fourier integrals, Fourier and Laplace transforms. Problems from the fields of vibrations, heat conduction, electricity, fluid dynamics, and wave propagation are considered.
Techniques of solution of partial differential equations. Separation of the variables. Orthogonality and characteristic functions, nonhomogeneous boundary value problems. Solutions in orthogonal curvilinear coordinate systems. Applications of Fourier integrals, Fourier and Laplace transforms. Problems from the fields of vibrations, heat conduction, electricity, fluid dynamics, and wave propagation are considered.
The program aims to provide current life sciences students with an understanding of what drives the regulatory strategies that surround the development decision making process, and how the regulatory professional may best contribute to the goals of product development and approval. To effect this, we will examine operational, strategic, and commercial aspects of the regulatory approval process for new drug, biologic, and biotechnology products both in the United States and worldwide. The topics are designed to provide a chronological review of the requirements needed to obtain marketing approval. Regulatory strategic, operational, and marketing considerations will be addressed throughout the course. We will examine and analyze the regulatory process as a product candidates are advanced from Research and Development, through pre-clinical and clinical testing, to marketing approval, product launch and the post-marketing phase. The goal of this course is to introduce and familiarize students with the terminology, timelines, and actual steps followed by Regulatory Affairs professionals employed in the pharmaceutical or biotechnology industry. Worked examples will be explored to illustrate complex topics and illustrate interpretation of regulations.
The program aims to provide current life sciences students with an understanding of what drives the regulatory strategies that surround the development decision making process, and how the regulatory professional may best contribute to the goals of product development and approval. To effect this, we will examine operational, strategic, and commercial aspects of the regulatory approval process for new drug, biologic, and biotechnology products both in the United States and worldwide. The topics are designed to provide a chronological review of the requirements needed to obtain marketing approval. Regulatory strategic, operational, and marketing considerations will be addressed throughout the course. We will examine and analyze the regulatory process as a product candidates are advanced from Research and Development, through pre-clinical and clinical testing, to marketing approval, product launch and the post-marketing phase. The goal of this course is to introduce and familiarize students with the terminology, timelines, and actual steps followed by Regulatory Affairs professionals employed in the pharmaceutical or biotechnology industry. Worked examples will be explored to illustrate complex topics and illustrate interpretation of regulations.
Clinic, Culture, Cruelty: With these three terms one could indicate both the wide range of Freud’s work and the specific force it kept addressing without shying away from the theoretical and practical consequences that came with it. In
Civilization and its Discontent
Freud develops—in part openly, in part secretly—a peculiar, paradoxical and abyssal logic in order to formalize how culture (or civilization) is in a mortal battle with itself. Even more so, culture
is
this battle; and civilization
is
the result of a violence the sole aim and source of which is the destruction of civilization. The determining factors of this logic form the proper object of psychoanalysis which had developed out of clinical concerns; and what occurs here as “violence,” or “destruction,” as it does in several texts whose themes are cultural, historical, or sociological, is given multiple other names in all of Freud’s work or is linked to such names: the unconscious, the drive, libido, Eros, Thanatos, sexuality, narcissism, masochism, even hysteria, obsession and psychosis. All these terms mark instances of the same logic in which what we call the “sexual” and “language” are entangled with a “cruelty” that is neither the opposite of pleasure nor can be derived from any supposedly natural ground. In this seminar, we will trace this logic as well as its material in its reiterations, displacements, and reinventions from Freud’s clinical writings, through his constructions and theories of the “psyche,” to his analyses and speculations in civilization and history. Freud’s text will be read closely, with the attention to details that he himself performed as a virtue and a method. No previous acquaintance with Freud or psychoanalysis is required—only a mind as open as possible to the surprises over what they have to offer today.
Introductory course focused on engineering principles and unit operations involved in sustainable processing of primary and secondary earth mineral and metal resources. Covers entire value chain, viz, aspects of economic resource deposits, mining, fundamental principles and processes for size reduction, separations based on physical and chemical properties of minerals and metals, solid-liquid separation, waste and pollution management, water and energy efficiency and management, safety and health, environmental impact assessment and control, and economic efficiency. Special emphasis on concepts and practical applications within "mines of the future" framework to highlight innovations and transformational technological changes in progress.
Introduces students to contemporary cases in engineering that impact the world globally and locally. Taught by Columbia Engineering faculty members, approaching the cases in an interdisciplinary manner, bringing students together across the MS programs. Focuses on the School’s vision of Engineering for Humanity in five areas: Sustainability, Health, Security, Connectedness, and Creativity.
Open to SEAS graduate and advanced undergraduate students, Business School, and GSAPP. Students from other schools may apply. Fast-paced introduction to human-centered design. Students learn the vocabulary of design methods, understanding of design process. Small group projects to create prototypes. Design of simple product, more complex systems of products and services, and design of business.
Phenomenological theoretical understanding of vibrational behavior of crystalline materials; introducing all key concepts at classical level before quantizing the Hamiltonian. Basic notions of Group Theory introduced and exploited: irreducible representations, Great Orthogonality Theorem, character tables, degeneration, product groups, selection rules, etc. Both translational and point symmetry employed to block diagonalize the Hamiltonian and compute observables related to vibrations/phonons. Topics include band structures, density of states, band gap formation, nonlinear (anharmonic) phenomena, elasticity, thermal conductivity, heat capacity, optical properties, ferroelectricty. Illustrated using both minimal model Hamiltonians in addition to accurate Hamiltonians for real materials (e.g., Graphene)
Introduction to modeling, estimating, and solving decision-making problems in the context of artificial intelligence and analytics. Potential topics include choice models, quantity models, online learning using multi-armed bandits, dynamic decision modeling, dynamic games, and Bayesian learning theory. Practice both theory and applications using Python programming.
Please note: this class was designed as part of the Special Concentration in Public Health. It is open to undergraduates, as well as students in Public Health, and will be taught on the Morningside campus. This course introduces key concepts on environmental health sciences and environmental justice and their application to address environmental health disparities affecting communities in New York City, across the United States and globally. The course will present theory and methods needed to characterize, understand and intervene on environmental health problems with a focus on methods that are particularly appropriate for environmental justice research and interventions. We will describe environmental health disciplines such as exposure sciences, environmental epidemiology, environmental biosciences and toxicology, as well as methods to assess expected environmental health impacts
Prerequisites: Physical chemistry and a course in transport phenomena. Engineering analysis of electrochemical systems, including electrode kinetics, transport phenomena, mathematical modeling, and thermodynamics. Common experimental methods are discussed. Examples from common applications in energy conversion and metallization are presented.
What are the agents of developmental change in human childhood? How has the scientific community graduated from nature versus nurture, to nature
and
nurture? This course offers students an in-depth analysis of the fundamental theories in the study of cognitive and social development.
Prerequisites: At least one semester, and preferably two, of calculus. An introductory course (STAT UN1201, preferably) is strongly recommended. A calculus-based introduction to probability theory. A quick review of multivariate calculus is provided. Topics covered include random variables, conditional probability, expectation, independence, Bayes’ rule, important distributions, joint distributions, moment generating functions, central limit theorem, laws of large numbers and Markov’s inequality.
Prerequisites: At least one semester, and preferably two, of calculus. An introductory course (STAT UN1201, preferably) is strongly recommended. A calculus-based introduction to probability theory. A quick review of multivariate calculus is provided. Topics covered include random variables, conditional probability, expectation, independence, Bayes’ rule, important distributions, joint distributions, moment generating functions, central limit theorem, laws of large numbers and Markov’s inequality.
Complex numbers, functions of a complex variable, differentiation and integration in the complex plane. Analytic functions, Cauchy integral theorem and formula, Taylor and Laurent series, poles and residues, branch points, evaluation of contour integrals. Conformal mapping, Schwarz-Christoffel transformation. Applications to physical problems.
Prerequisites: STAT GU4203. At least one semester of calculus is required; two or three semesters are strongly recommended. Calculus-based introduction to the theory of statistics. Useful distributions, law of large numbers and central limit theorem, point estimation, hypothesis testing, confidence intervals maximum likelihood, likelihood ratio tests, nonparametric procedures, theory of least squares and analysis of variance.
Prerequisites: STAT GU4203. At least one semester of calculus is required; two or three semesters are strongly recommended. Calculus-based introduction to the theory of statistics. Useful distributions, law of large numbers and central limit theorem, point estimation, hypothesis testing, confidence intervals maximum likelihood, likelihood ratio tests, nonparametric procedures, theory of least squares and analysis of variance.
Prerequisites: STAT GU4204 or the equivalent, and a course in linear algebra. Theory and practice of regression analysis. Simple and multiple regression, testing, estimation, prediction, and confidence procedures, modeling, regression diagnostics and plots, polynomial regression, colinearity and confounding, model selection, geometry of least squares. Extensive use of the computer to analyse data.
A survey course on the electronic and magnetic properties of materials, oriented towards materials for solid state devices. Dielectric and magnetic properties, ferroelectrics and ferromagnets. Conductivity and superconductivity. Electronic band theory of solids: classification of metals, insulators, and semiconductors. Materials in devices: examples from semiconductor lasers, cellular telephones, integrated circuits, and magnetic storage devices. Topics from physics are introduced as necessary.
Prerequisites: STAT GU4204 and GU4205 or the equivalent. Introduction to programming in the R statistical package: functions, objects, data structures, flow control, input and output, debugging, logical design, and abstraction. Writing code for numerical and graphical statistical analyses. Writing maintainable code and testing, stochastic simulations, paralleizing data analyses, and working with large data sets. Examples from data science will be used for demonstration.
Required for undergraduate students majoring in IE. Sensory and cognitive (brain) processing considerations in the design, development, and operations of systems, products, and tools. User or operator limits and potential in sensing, perceiving decision making, movement coordination, memory, and motivation.
African Americans and Native Americans have a shared history of racial oppression in America. However, the prevailing lenses through which scholars understand settler colonialism, religion, and black and indigenous histories focus overwhelmingly on the dynamics between Europeans and these respective groups. How might our understanding of these subjects change when viewed from a different point of departure, if we center the history of entanglements between black and native lives? How does religion structure the overlapping experiences of Afro-Native peoples in North America? From political movements in Minneapolis, Oakland, and New York City to enslavement from the Cotton Belt to the Rio Grande, this class will explore how Africans, Native Americans, and their descendants adapted to shifting contexts of race and religion in America. The course will proceed thematically by examining experiences of war, dislocation, survival, and diaspora.
Prerequisites: STAT GU4203 and two, preferably three, semesters of calculus. Review of elements of probability theory. Poisson processes. Renewal theory. Walds equation. Introduction to discrete and continuous time Markov chains. Applications to queueing theory, inventory models, branching processes.
Review of significant failures, civil/structural engineering design and construction practices, ethical standards and the legal positions as necessary background to forensic engineering. Discussion of standard-of-care. Study of the process of engineering evaluation of structural defects and failures in construction and in service. Examination of the roles, activities, conduct and ethics of the forensic consultant and expert witness. Students are assigned projects of actual cases of non-performance or failure of steel, concrete, masonry, geotechnical and temporary structures, in order to perform, discuss and report their own investigations under the guidance of the instructor.
NOTE: There are 2 sections of Third Year Arabic I. Section 001 follows the standard curriculum building all 4 language skills, as described below. Section 002 follows a reading-intensive curriculum, with less emphasis on listening and writing while still conducted in Arabic, and is intended for those preparing for advanced research in modern or classical Arabic texts. Students in the regular third-year Arabic track improve reading, writing, speaking, and listening skills through close reading, compositions, class discussions, and presentations in Arabic on topics such as cultures of the Arab world, classical and modern Arabic literature, and contemporary Arabic media. Review of grammatical and syntactic rules as needed. No P/D/F or R credit is allowed for this class.
Energy sources such as oil, gas, coal, gas hydrates, hydrogen, solar, and wind. Energy conversion systems for electrical power generation, automobiles, propulsion and refrigeration. Engines, steam and gas turbines, wind turbines; devices such as fuel cells, thermoelectric converters, and photovoltaic cells. Specialized topics may include carbon-dioxide sequestration, cogeneration, hybrid vehicles and energy storage devices.
Experimental techniques, including photoelasticity, strain measurements, digital image correlation, and other optics in stress analysis, emphasizing engineering applications. Fundamental concepts in solid mechanics and measurement science. Performance of high-quality experimental studies.
Surveys tools available in Python for getting (web scraping and APIs) and visualizing data (charts and maps). Introduction to analytics through machine learning (ML algorithms, model evaluation, text analytics, network algorithms, deep learning).
Through reading articles and essays by Arab thinkers and intellectuals, students will be able to increase their fluency and accuracy in Arabic while working on reading text and being exposed to the main themes in Arab thought The course works with all four skills (listening, speaking, reading, and writing). Arabic is the language of instruction. No P/D/F or R credit is allowed for this class.
MEMS markets and applications; scaling laws; silicon as a mechanical material; Sensors and actuators; micromechanical analysis and design; substrate (bulk) and surface micromachining; computer aided design; packaging; testing and characterization; microfluidics.
Prerequisites: ECON UN3211 and ECON UN3213 and ECON UN3412 and MATH UN2010 Required discussion section ECON GU4214 An introduction to the dynamic models used in the study of modern macroeconomics. Applications of the models will include theoretical issues such as optimal lifetime consumption decisions and policy issues such as inflation targeting. This course is strongly recommended for students considering graduate work in economics.
This course takes students on an intellectual tour of fourteen vibrant cities in Central and Eastern Europe on the cusp of World War I, acquainting them with pioneering works of historical scholarship on the nations, empires, peoples, cultures, ideas, and economies that have spanned the borderlands between the Baltic, Black, and Caspian Seas. Through oral presentations, book reviews, and a culminating historiographic essay project, students will gain a confident grasp of important genres and media of scholarly communication while closely familiarizing themselves with some of the most influential currents of research and writing on the borderlands of the German, Austro-Hungarian, Russian, and Ottoman Empires in their final decades. Readings are organized geographically by city but pursue broad, recurring themes such as space, labor, revolution, modernity, industrialization, nationalism, empire, sexuality, deviance, social control, and migration. The course provides a supportive learning environment for advanced undergraduates considering the continuation of their historical pursuits at the graduate level as well as for graduate students preparing for general examinations and strengthening their mastery of academic writing.
Through reading excerpts from thirteen essential works, starting with Jabarti's history of the French Campaign in Egypt to a chapter from al-Qur'an, students will be able to increase their fluency and accuracy in Arabic while working on reading text and being exposed to the main themes in Classical Arabic literature, acquire a sense of literary style over a period of fourteen centuries as well as literary analytical terminology and concepts. The texts are selections from essential works that the students will read in detail, write critical pieces, engage in discussion and have assignments which will expand their vocabulary, manipulation of advanced grammar concepts, and employing stylistic devices in their writing. This course will enable students to start doing research in classical Arabic sources and complements MESAAS's graduate seminar Readings in Classical Arabic. The course works with all four skills (listening, speaking, reading and writing). Arabic is the language of instruction. No P/D/F or R credit is allowed for this class.
Approximation techniques for magnitude, phase, and delay specifications, transfer function realization sensitivity, passive LC filters, active RC filters, MOSFET-C filters, Gm-C filters, switched-capacitor filters, automatic tuning techniques for integrated filters. Filter noise. A design project is an integral part of the course.
Frequencies and modes of discrete and continuous elastic systems. Forced vibrations-steady-state and transient motion. Effect of damping. Exact and approximate methods. Applications.
This class takes a social movement perspective to analyze and understand the international human rights movement. The course will address the evolution of the international human rights movement and focus on the NGOs that drive the movement on the international, regional and domestic levels. Sessions will highlight the experiences of major human rights NGOs and will address topics including strategy development, institutional representation, research methodologies, partnerships, networks, venues of engagement, campaigning, fundraising and, perhaps most importantly, the fraught and complex debates about adaptation to changing global circumstances, starting with the pre-Cold War period and including some of the most up-to-date issues and questions going on in this field today.
Prerequisites: (MDES UN2201) and (MDES UN2202) $10 Arabic Materials Fee; $15 Language Resource Fee. This is an introductory course to Levantine Arabic for students who have completed two years of Standard Arabic studies, at the Intermediate level. The course is designed to further develop fluency in oral communication, through building students’ familiarity with a less formal register of Arabic, namely the Levantine dialect. The course will convert and recycle some of the previous Standard Arabic knowledge to the dialect, by comparing their prior knowledge to its dialectal counterpart; while at the same time developing students’ new communicative skills in a diverse range of contexts that are essential in any conversational interaction. The course will build students abilities to interact effectively in various areas where Levantine Arabic is spoken. In addition to varied thematic topics, the course exposes students to cultural aspects specific to the region. Additionally, the course will work on both constructing students’ knowledge of dialectal diction as well as other grammatical features of the dialects. Even though the course is designed for communication in the four skills (reading, writing, listening and speaking), the emphasis will be mostly on speaking and listening. No P/D/F or R credit is allowed for this class.
Fundamental of power system economics over which the current electricity markets are designed. Formulation of unit commitment and economic dispatch as mathematical optimization. Modeling of thermal generators, renewable generators, energy storage, and other grid resources in power system optimization. Introduction of equilibriums in electricity markets. Introduction of ancillary service markets. Overview of current energy system research topics. Designed for masters and doctoral students, but is also open to undergraduates with the appropriate foundation classes.
Prerequisites: elementary physical chemistry. Basic quantum mechanics: the Schrodinger equation and its interpretation, exact solutions in simple cases, methods or approximations including time-independent and time-dependent perturbation theory, spin and orbital angular momentum, spin-spin interactions, and an introduction to atomic and molecular structure.
Prerequisites: STAT GU4205 or the equivalent. Least squares smoothing and prediction, linear systems, Fourier analysis, and spectral estimation. Impulse response and transfer function. Fourier series, the fast Fourier transform, autocorrelation function, and spectral density. Univariate Box-Jenkins modeling and forecasting. Emphasis on applications. Examples from the physical sciences, social sciences, and business. Computing is an integral part of the course.
This seminar asks what Chinese history tells us about global history and vice versa. Taking a long-term and multiregional approach, it invites you to develop your own answers to this question from perspectives such as trade and economy, migration and immigration, empire and imperialism, war, religion, science, gender, ideology, and modern state- and nation-building, and contemporary international relations. We will not only challenge Eurocentric and Sinocentric methodologies, but push toward new conceptual vocabularies that aspire to the genuinely global.
This seminar for advanced undergraduates and graduate students is an interdisciplinary investigation of how dreams are viewed and understood across a range of the historical, sociocultural, political, and scholarly environments in which they are experienced and interpreted. Eclectic in approach, we will focus on close readings of a selection of dream texts, beginning with Freud’s “The Dream of Irma’s Injection.” We will aim to open out the text over several weeks. To facilitate this process, the syllabus will include an array of suggested readings linked to each week’s focus of inquiry. Students are expected to make a selection from these readings (or other readings that you find relevant) in order to prepare your own close reading of the dream text to discuss in class. We will then turn to other dreamers who draw on different aspects of the Islamic tradition to understand their own dreams, with supplementary readings drawn form history, anthropology, and religious studies to provide contexts for interpreting these dreams.
Our human experience is rich: the thrill of falling in love, the spark of a new idea, the zing of table salt, the sharpness of pain. For thousands of years, philosophers, artists, and religious scholars have tried to explain our subjective experience. More recently, neuroscientists and artificial intelligence experts have contributed to this discussion, weighing in on whether we are “more than meat” (as Descartes famously put it), and whether computers can ever be sentient. In this class, we will begin with the big questions and an interdisciplinary overview of consciousness, then delve into psychology’s role. Using literature from perception, memory, emotion, metacognition, attention, and symbolic development, among other areas of psychology, we will see what empirical evidence can tell us about who we are, what we are able to know, and why we even have an experience of the world at all.
This course introduces the Bayesian paradigm for statistical inference. Topics covered include prior and posterior distributions: conjugate priors, informative and non-informative priors; one- and two-sample problems; models for normal data, models for binary data, Bayesian linear models; Bayesian computation: MCMC algorithms, the Gibbs sampler; hierarchical models; hypothesis testing, Bayes factors, model selection; use of statistical software. Prerequisites: A course in the theory of statistical inference, such as STAT GU4204 a course in statistical modeling and data analysis, such as STAT GU4205.
This course draws a map of Arab thought and culture in its multiple engagements with other cultures. It works globally along two lines: a theoretical one that accommodates conceptualizations of self-narrative in relation to shifting categories of center and margin; and a thematic one that selects a number of Arabic autobiographical texts with strong thematic concerns that cut across multiple cultures. Although Europe sounds at times more conspicuous in early 20th century autobiography, the Afro-Asian and Latin American topographical and historical itinerary and context are no less so, especially in writings we associate with societal and cultural transformations. More than historical accounts, these intellectual itineraries speak for the successes and failures of the secular ideology of the Arab nation-state. They convey the struggle of intellectuals-- as self-styled leaders, for an ideal state on the ruins of the past. The course studies a number of autobiographical works; memoirs and reminiscences that are meant to rationalize and reproduce a writer’s experience. Probably self-censored, these serve nevertheless as trajectories for a secular journey rather than one from denial to affirmation. Staunchly established in modernity and its nahdah paradigms, most of these writings are secular itineraries that rarely end in a search for faith. They are the journeys of a generation of Arab intellectuals who are facing many crises, but not the crisis of faith. They provide another look at the making of the Arab intelligentsia- and probably the Afro-Asian and Latin American one, since the early 20th century, and help us discern not only achievements on the level of education and public service , but also the mounting discontent with failures that have been wrapping the formation of the nation state. No prior knowledge of Arabic language is required.
This is a seminar for advanced undergraduates and master’s degree students, which explores the socioeconomic consequences of China’s development of a boom, urban residential real-estate market since the privatization of housing at the end of the 1990s. We will use the intersecting lenses of gender/sexuality, class and race/ethnicity to analyze the dramatic new inequalities created in arguably the largest and fastest accumulation of residential-real estate wealth in history. We will examine topics such as how skyrocketing home prices and state-led urbanization have created winners and losers based on gender, sexuality, class, race/ethnicity and location (hukou), as China strives to transform from a predominantly rural population to one that is 60 percent urban by 2020. We explore the vastly divergent effects of urban real-estate development on Chinese citizens, from the most marginaliz4d communities in remote regions of Tibet and Xinjiang to hyper-wealthy investors in Manhattan. Although this course has no formal prerequisites, it assumes some basic knowledge of Chinese history. If you have never taken a course on China before, please ask me for guidance on whether or not this class is suitable for you. The syllabus is preliminary and subject to change based on breaking news events and the needs of the class.
Prerequisites: elementary physical chemistry. Corequisites: CHEM G4221. Topics include the classical and quantum statistical mechanics of gases, liquids, and solids.
Prerequisites: Introductory geology and one year of calculus. Recommended preparation: One semester of college physics. Introduction to the fundamental concepts of structure and deformation processes in the Earth's crust. Fundamental theories of stress and strain, rock behavior in both brittle and ductile fields, large-scale crustal contractional and extensional structures with focus on their geometries and mechanics of formation. Introduction to the principles of earthquake mechanics with emphasis on physical processes. Laboratory sessions (part of the lecture) will cover techniques of structural analysis, recognition and interpretation of structures on geologic maps, and construction of interpretive cross sections.
Prerequisites: COMS W3134, COMS W3136, or COMS W3137, and COMS W3203. Introduction to the design and analysis of efficient algorithms. Topics include models of computation, efficient sorting and searching, algorithms for algebraic problems, graph algorithms, dynamic programming, probabilistic methods, approximation algorithms, and NP-completeness.
Prerequisites: (COMS W3134 or COMS W3136COMS W3137) and (COMS W3203) Introduction to the design and analysis of efficient algorithms. Topics include models of computation, efficient sorting and searching, algorithms for algebraic problems, graph algorithms, dynamic programming, probabilistic methods, approximation algorithms, and NP-completeness.
Design of concrete beams for combined torsion, shear and flexure; moment-curvature relation; bar cut-off locations; design of two-way slabs; strut-and-tie method for the design of deep beams and corbels; gravity and shear wall design; retaining wall design.
Design of large-scale and complex bridges with emphasis on cable-supported structures. Static and dynamic loads, component design of towers, superstructures and cables; conceptual design of major bridge types including arches, cable stayed bridges and suspension bridges.
Fundamental considerations of wave mechanics; design philosophies; reliability and risk concepts; basics of fluid mechanics; design of structures subjected to blast; elements of seismic design; elements of fire design; flood considerations; advanced analysis in support of structural design.
Indigenous women, queers, trans- and Two Spirit people have been at the forefront of activism and resistance to state incursion into Indigenous lands and waters. This was evident most recently at Mauna Kea, a mountain sacred to Kanaka Maoli in Hawaii as women, trans and queer formed the first line of resistance and occupation against the construction of a 1000-meter telescope on the site. This is not unique, their voices, along with indigenous queer and feminist scholars, have been working to address issues as far-ranging as mascots, settler appropriation of indigenous cultures, missing and murdered indigenous women and girls, and the violence against indigenous urban youth. This seminar will consider how those indigenous feminist, queer, and Two Spirit scholars have theorized gender, sexuality, race, and colonialism, alongside issues of land, water and sovereignty. We will read works that consider how indigeneity challenges how gender and sexuality are expressed in the context of settler colonialism and racial capitalism.
Prerequisites: (COMS W3261) Develops a quantitative theory of the computational difficulty of problems in terms of the resources (e.g. time, space) needed to solve them. Classification of problems into complexity classes, reductions, and completeness. Power and limitations of different modes of computation such as nondeterminism, randomization, interaction, and parallelism.
This course will survey historical and modern developments in machine intelligence from fields such as psychology, neuroscience, and computer science, and from intellectual movements such as cybernetics, artificial intelligence, neural networks, connectionism, machine learning, and deep learning. The emphasis is on the conceptual understanding of topics. The course does not include, nor require background in, computer programming and statistics. A crucial aspect of the seminar is for students to become informed consumers of applications of artificial intelligence.
Course Overview Often described as “twin crises,” climate change and biodiversity loss are among the most urgent sustainability challenges to be addressed in our modern era. While much focus has rightfully been placed on climate change mitigation actions at local, regional, and global scales, biodiversity loss is less often addressed by governments, institutions, industries, and individuals as a critical piece of the sustainability puzzle. In 2021, COP 15, the fifteenth meeting of the Conference of the Parties to the UN Convention on Biological Diversity, received far less media attention than COP 26, the Conference of the Parties to the UN Convention on Climate Change. Yet climate change and biodiversity loss are inextricably linked, and without biodiversity and the associated ecosystem services and biospheric resilience upon which human society relies, a sustainable world is not possible. Moreover, certain climate change mitigation actions can actually be to the detriment of biological diversity. Unlike a traditional conservation biology course geared towards ecologists and biologists, this course will be taught through the lens of sustainability management, equipping sustainability managers with the knowledge and direction needed to begin integrating biodiversity conservation and restoration into their professions. This course will illuminate the critical importance of biodiversity to sustainability and human well-being, the science and politics behind the current biodiversity crisis, and proposals, policies, and actions for bending the curve of biodiversity loss to create more sustainable and equitable outcomes for both humans and the non-humans with which we share our planet. Students who seek to deepen their understanding of ecological sustainability and address the biodiversity crisis through the lens of sustainability management are encouraged to take this course. This course is an on-campus (or Hy-Flex) elective offered during the Fall semester and fulfills 3 credits within the Physical Dimensions of Sustainability Management curriculum area in the Master of Science in Sustainability Management program. Cross-registration is available to students outside of the Master of Science in Sustainability Management program, space permitting.
The central task of this
lecture
will be a slow and attentive reading of Chaucer’s great romance
Troilus and Criseyde
, across the entire semester. Each week, in addition, we will read and discuss a wide range of related materials, to include: theoretical strategies (especially the post-Lacanian notion of the neighbor), iconography and manuscript setting, genre affiliations (romance, epic, historiography, philosophy), the broader Trojan narrative tradition, the medieval city, the medieval imagination of the antique past, earlier and later texts in dialogue with
Troilus
(Boethius, Ovid, Statius’
Thebaid
, Lydgate’s
Troy Book
and Henryson’s
Testament of Cresseid,
Spenser and Shakespeare), Troilus and Chaucer’s own textual past and future. At the same time, the
lecture
will explore what recent theoretical statements about the neighbor and hospitality can bring to our reading of
Troilus
, both in terms of its place in a broad textual tradition, and in terms of its plot, urban setting, and thematics of intimacy. Readings will draw from Derrida, Kenneth Reinhard, Slavoj Zizek, and others. Toward this end, each student will select a “neighborly” text, from any period, to read with and against
Troilus
. While the course will be relevant to medievalists, it is consciously designed equally to serve (and it is hoped, to attract) students from very different periods. Non-medievalists will be encouraged to draw upon their expertises, both in period and theoretical methodology).
Prerequisites: (PSYC UN1010 or Equivalent introductory course in neuroscience or cognitive psychology This seminar will provide a broad survey of how narrative stories, films, and performances have been used as tools to study cognition in psychology and neuroscience.
Bearing capacity and settlement of shallow and deep foundations; earth pressure theories; retaining walls and reinforced soil retaining walls; sheet pile walls; braced excavation; slope stability.
Prerequisites: (CIEN E3141) or equivalent. Conventional types of foundations and foundation problems: subsurface exploration and testing. Performance of shallow and deep foundations and evaluation by field measurements. Case histories to illustrate typical design and construction problems. To alternate with CIEN E4246.
Prerequisites: Pre-requisite for this course includes working knowledge in Statistics and Probability, data mining, statistical modeling and machine learning. Prior programming experience in R or Python is required. This course will incorporate knowledge and skills covered in a statistical curriculum with topics and projects in data science. Programming will be covered using existing tools in R. Computing best practices will be taught using test-driven development, version control, and collaboration. Students finish the class with a portfolio of projects, and deeper understanding of several core statistical/machine-learning algorithms. Short project cycles throughout the semester provide students extensive hands-on experience with various data-driven applications.
Prerequisites: basic knowledge in programming (e.g. at the level of COMS W1007), a basic grounding in calculus and linear algebra. Methods for organizing data, e.g. hashing, trees, queues, lists,priority queues. Streaming algorithms for computing statistics on the data. Sorting and searching. Basic graph models and algorithms for searching, shortest paths, and matching. Dynamic programming. Linear and convex programming. Floating point arithmetic, stability of numerical algorithms, Eigenvalues, singular values, PCA, gradient descent, stochastic gradient descent, and block coordinate descent. Conjugate gradient, Newton and quasi-Newton methods. Large scale applications from signal processing, collaborative filtering, recommendations systems, etc.
Prerequisites: basic physical and organic chemistry. Molecular Biophysics is an advanced special topics course with four modules: Noise and fluctuations in biophysics (Arthur Palmer), Single molecule methods (Ruben Gonzalez), Membranes and membrane proteins (Alexander Sobolevsky), and Modeling cellular networks (Karlin). Students normally would take Biophysical Chemistry I and/or Biophysical Chemistry II as prerequisites for Molecular Biophysics.
Will cover some of the fundamental processes of atomic diffusion, sintering and microstructural evolution, defect chemistry, ionic transport, and electrical properties of ceramic materials. Following this, we will examine applications of ceramic materials, specifically, ceramic thick and thin film materials in the areas of sensors and energy conversion/storage devices such as fuel cells, and batteries. The coursework level assumes that the student has already taken basic courses in the thermodynamics of materials, diffusion in materials, and crystal structures of materials.
Prerequisites: ECON UN3211 and ECON UN3213 The study of industrial behavior based on game-theoretic oligopoly models. Topics include pricing models, strategic aspects of business practice, vertical integration, and technological innovation.
Engineering aspects of problems involving human interaction with the natural environment. Review of fundamental principles that underlie the discipline of environmental engineering, i.e. constituent transport and transformation processes in environmental media such as water, air, and ecosystems. Engineering applications for addressing environmental problems such as water quality and treatment, air pollution emissions, and hazardous waste remediation. Presented in the context of current issues facing the practicing engineers and government agencies, including legal and regulatory framework, environmental impact assessments, and natural resource management.
Ukraine in New York is a multidisciplinary exploration of the Ukrainian-American community in New York City from its beginning in the late 19th century to the present. The course focuses on the history, demographics, economics, politics, religion, education, and culture of the community, devoting particular attention to the impact thereon of the New York setting, shifting attitudes towards American politics and culture and homeland politics and culture, the tensions encountered in navigating between American, Soviet Ukraine, and independent Ukraine...
This course deals with the proteome: the expressed protein complement of a cell, organelle, matrix, tissue, organ or organism. The study of the proteome (proteomics) is broadly applicable to life sciences research, and is increasingly important in academic, government and industrial research through extension of the impact of advances in genomics. These techniques are being applied to basic research, exploratory studies of cancer and other diseases, drug discovery and many other topics. Emphasis will be on mastery of practical techniques of sample preparation, liquid chromatography/ mass spectrometry (LC/MS) with electrospray ionization, and Matrix-Assisted Laser Desorption and Ionization (MALDI-TOF) mass spectrometry. Database searching and interpretation for identification of proteins will be intensively studied, and practiced supported by background tutorials and exercises covering other techniques used in proteomics. Open to students in M.A. in Biotechnology Program (points can be counted against laboratory requirement for that program), Ph.D. and advanced undergraduate students with background in genetics or molecular biology. Students should be comfortable with basic biotechnology laboratory techniques as well as being interested in doing computational work in a Windows environment.
Due to the outbreak of COVID-19 and the ensuing lockdown, psychoanalysts suddenly were displaced from the sanctuary of their clinical consulting rooms. Those who wished to continue seeing patients --including many who previously had condemned virtual analysis--were compelled to adopt remote modes of treatment. Some analysts opted to continue treating patients through phone sessions. Others shifted to tele-psychoanalysis, and without warning, precedent, or training, relocated their practices to cyberspace. This course examines the rapid proliferation of digitized therapeutics in the wake of the pandemic, and the challenges this radical shift poses to the hallowed tradition of in-person analytic practice. It explores the performativity, relationality, and pathologies of the ‘digital self’ that emerges through lived experience in social media environments. Since these forms of self, relationship, and pathology shape analysts as well as patients, this course looks at their impact on digital therapeutic interaction and intersubjectivity. This course also looks at transference, countertransference, resistance and the unconscious, and at cross-racial and cross-cultural dynamics, in online treatments. Finally, the course considers whether tele-psychoanalysis, with its disembodiment, physical absence, and sensory constriction, is a mere simulacrum of in-person clinical encounters, or whether it broadens and enriches the analytic field. This course draws on pre- and post-COVID literatures on digital psychoanalysis, and on my current research on psychotherapy and psychoanalysis during the pandemic.
Prerequisites: STAT GU4205 or the equivalent. A fast-paced introduction to statistical methods used in quantitative finance. Financial applications and statistical methodologies are intertwined in all lectures. Topics include regression analysis and applications to the Capital Asset Pricing Model and multifactor pricing models, principal components and multivariate analysis, smoothing techniques and estimation of yield curves statistical methods for financial time series, value at risk, term structure models and fixed income research, and estimation and modeling of volatilities. Hands-on experience with financial data.
The focus of this seminar will be novels by Arab writers. The course will explore the history of the Arabic novel: its rise, development, and evolution. We will read and analyze novels belonging to various periods in Arab history and representing diverse points of views, including gender, identities, and different sub-cultures and sub-genres. We will look into the connections therein between the novel and the historical backdrops of colonialism, decolonization, globalization, war, rights and personal independence from several perspectives and writers across the Arab world. We will also consider the modern Arabic novel’s engagement with the global, glocal, and local as well as its nod to the Arabic literary tradition; its engagement with technology, scientific progress, absurdity, loss, trauma, the human condition, as well as dystopic themes. No knowledge of Arabic is required.
Needs and opportunities for space exploration and mining, resources in planets and asteroids, history of human colonization, terraforming Mars, Titan, and Moon, safety and health issues, benign mining, space junk extraction, microbial mining.